{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Adult Dataset (Binary Classification with Synthetic Data)\n",
    "The adult dataset is a classic imbalanced classification task dataset. The final column specifies whether the person makes <= 50k a year, or more.\n",
    "\n",
    "Here we see MWEM stretched - we are forced to carefully select our feature dependence (via the \"splits\" feature) to acheive a reasonable data synthesis.\n",
    "\n",
    "We show that by either specifying a max_bin_count, or by dropping continuous columns, we can greatly speed up performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import ComplementNB\n",
    "from sklearn.linear_model import RidgeClassifier\n",
    "\n",
    "import utils\n",
    "\n",
    "from snsynth.mwem import MWEMSynthesizer\n",
    "\n",
    "from load_data import load_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory consumed by adult:3907448\n",
      "Memory use too high with adult, subsampling to:1500000\n",
      "Memory consumed by adult:1599872\n"
     ]
    }
   ],
   "source": [
    "datasets = load_data(['adult'])\n",
    "\n",
    "adult = datasets['adult']['data']\n",
    "adult_cat_ord = datasets['adult']['data'].copy()\n",
    "\n",
    "cat_ord_columns = ['workclass',\n",
    "                       'marital-status', \n",
    "                       'occupation', \n",
    "                       'relationship', \n",
    "                       'race',\n",
    "                       'gender',\n",
    "                       'native-country',\n",
    "                       'income',\n",
    "                       'education',\n",
    "                       'age',\n",
    "                       'education-num',\n",
    "                       'hours-per-week',\n",
    "                  'earning-class']\n",
    "\n",
    "for c in adult_cat_ord.columns.values:\n",
    "    if not c in cat_ord_columns:\n",
    "        adult_cat_ord = adult_cat_ord.drop([c], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/snsynth/mwem.py:124: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  self.splits = np.array(self.splits)\n",
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/snsynth/mwem.py:307: Warning: Bin count 1147595 in column: 2 exceeds max_bin_count, defaulting to: 400. Is this a continuous variable?\n",
      "  warnings.warn(\n",
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/snsynth/mwem.py:307: Warning: Bin count 100000 in column: 10 exceeds max_bin_count, defaulting to: 400. Is this a continuous variable?\n",
      "  warnings.warn(\n",
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/snsynth/mwem.py:307: Warning: Bin count 4357 in column: 11 exceeds max_bin_count, defaulting to: 400. Is this a continuous variable?\n",
      "  warnings.warn(\n",
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/snsynth/mwem.py:530: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  return np.array(s2)\n"
     ]
    }
   ],
   "source": [
    "synth = MWEMSynthesizer(0.1, 500, 30, 15, splits=[[0,1,2],[3,4,5],[6,7,8],[9,10],[11,12],[13,14]], max_bin_count=400)\n",
    "synth.fit(datasets['adult']['data'])\n",
    "\n",
    "synth_cat_ord = MWEMSynthesizer(0.1, 500, 30, 15, split_factor=3)\n",
    "synth_cat_ord.fit(adult_cat_ord)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_size = len(adult)\n",
    "synthetic = synth.sample(int(sample_size))\n",
    "synthetic_cat_ord = synth_cat_ord.sample(int(sample_size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Trained on Real Data\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.96      0.88      1902\n",
      "           1       0.70      0.32      0.44       598\n",
      "\n",
      "    accuracy                           0.81      2500\n",
      "   macro avg       0.76      0.64      0.66      2500\n",
      "weighted avg       0.79      0.81      0.78      2500\n",
      "\n",
      "Accuracy real: 0.8056\n",
      "\n",
      "Trained on Synthetic Data\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.79      0.50      0.61      1902\n",
      "           1       0.26      0.57      0.36       598\n",
      "\n",
      "    accuracy                           0.52      2500\n",
      "   macro avg       0.52      0.53      0.49      2500\n",
      "weighted avg       0.66      0.52      0.55      2500\n",
      "\n",
      "Accuracy synthetic: 0.5164\n",
      "\n",
      "Random Guessing\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.47      0.48      0.47      1217\n",
      "           1       0.49      0.48      0.49      1283\n",
      "\n",
      "    accuracy                           0.48      2500\n",
      "   macro avg       0.48      0.48      0.48      2500\n",
      "weighted avg       0.48      0.48      0.48      2500\n",
      "\n",
      "Accuracy guessing: 0.4804\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                age     workclass        fnlwgt     education  education-num  \\\n",
      "count  12499.000000  12499.000000  1.249900e+04  12499.000000   12499.000000   \n",
      "mean      38.539643      3.855188  1.905970e+05     10.283703      10.084887   \n",
      "std       13.573750      1.458387  1.057235e+05      3.884515       2.564404   \n",
      "min       17.000000      0.000000  1.376900e+04      0.000000       1.000000   \n",
      "25%       28.000000      4.000000  1.178570e+05      9.000000       9.000000   \n",
      "50%       37.000000      4.000000  1.796680e+05     11.000000      10.000000   \n",
      "75%       47.000000      4.000000  2.385275e+05     12.000000      12.000000   \n",
      "max       90.000000      8.000000  1.161363e+06     15.000000      16.000000   \n",
      "\n",
      "       marital-status    occupation  relationship          race           sex  \\\n",
      "count    12499.000000  12499.000000  12499.000000  12499.000000  12499.000000   \n",
      "mean         2.607169      6.579966      1.457877      3.663733      0.665653   \n",
      "std          1.526142      4.242875      1.602840      0.846976      0.471780   \n",
      "min          0.000000      0.000000      0.000000      0.000000      0.000000   \n",
      "25%          2.000000      3.000000      0.000000      4.000000      0.000000   \n",
      "50%          2.000000      7.000000      1.000000      4.000000      1.000000   \n",
      "75%          4.000000     10.000000      3.000000      4.000000      1.000000   \n",
      "max          6.000000     14.000000      5.000000      4.000000      1.000000   \n",
      "\n",
      "       capital-gain  capital-loss  hours-per-week  native-country  \\\n",
      "count  12499.000000  12499.000000    12499.000000    12499.000000   \n",
      "mean    1030.900712     85.450596       40.397232       36.645652   \n",
      "std     7154.743297    401.634137       12.336279        7.961650   \n",
      "min        0.000000      0.000000        1.000000        0.000000   \n",
      "25%        0.000000      0.000000       40.000000       39.000000   \n",
      "50%        0.000000      0.000000       40.000000       39.000000   \n",
      "75%        0.000000      0.000000       45.000000       39.000000   \n",
      "max    99999.000000   4356.000000       99.000000       41.000000   \n",
      "\n",
      "       earning-class  \n",
      "count   12499.000000  \n",
      "mean        0.241059  \n",
      "std         0.427743  \n",
      "min         0.000000  \n",
      "25%         0.000000  \n",
      "50%         0.000000  \n",
      "75%         0.000000  \n",
      "max         1.000000  \n",
      "                age     workclass        fnlwgt     education  education-num  \\\n",
      "count  12499.000000  12499.000000  1.249900e+04  12499.000000   12499.000000   \n",
      "mean      56.377390      3.650532  3.732610e+05      8.585887       8.165933   \n",
      "std       20.640634      2.157495  3.352140e+05      4.356646       4.603531   \n",
      "min       17.000000      0.000000  1.376900e+04      0.000000       1.000000   \n",
      "25%       40.000000      2.000000  1.141830e+05      5.000000       5.000000   \n",
      "50%       56.000000      4.000000  1.801700e+05      9.000000       7.000000   \n",
      "75%       74.500000      5.000000  6.248630e+05     12.000000      12.000000   \n",
      "max       90.000000      8.000000  1.158495e+06     15.000000      16.000000   \n",
      "\n",
      "       marital-status    occupation  relationship          race           sex  \\\n",
      "count    12499.000000  12499.000000  12499.000000  12499.000000  12499.000000   \n",
      "mean         2.801264      4.830706      1.862869      2.444596      0.497080   \n",
      "std          2.058404      3.241812      1.606091      1.541561      0.500011   \n",
      "min          0.000000      0.000000      0.000000      0.000000      0.000000   \n",
      "25%          1.000000      3.000000      0.000000      1.000000      0.000000   \n",
      "50%          3.000000      4.000000      1.000000      3.000000      0.000000   \n",
      "75%          5.000000      5.000000      3.000000      4.000000      1.000000   \n",
      "max          6.000000     14.000000      5.000000      4.000000      1.000000   \n",
      "\n",
      "       capital-gain  capital-loss  hours-per-week  native-country  \\\n",
      "count  12499.000000  12499.000000    12499.000000    12499.000000   \n",
      "mean   49751.320106    516.418433       42.563245       21.328426   \n",
      "std    28857.932239    724.285270       21.400136       11.470972   \n",
      "min        0.000000      0.000000        1.000000        0.000000   \n",
      "25%    24750.000000     10.000000       27.000000       11.000000   \n",
      "50%    49500.000000    566.000000       36.000000       21.000000   \n",
      "75%    74750.000000    609.000000       54.000000       31.000000   \n",
      "max    99750.000000   4346.000000       99.000000       41.000000   \n",
      "\n",
      "       earning-class  \n",
      "count   12499.000000  \n",
      "mean        0.498760  \n",
      "std         0.500018  \n",
      "min         0.000000  \n",
      "25%         0.000000  \n",
      "50%         0.000000  \n",
      "75%         1.000000  \n",
      "max         1.000000  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(RidgeClassifier(), RidgeClassifier())"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "utils.test_real_vs_synthetic_data(adult, synthetic, RidgeClassifier, tsne=True, box=True, describe=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Trained on Real Data\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.62      0.73      1902\n",
      "           1       0.39      0.78      0.52       598\n",
      "\n",
      "    accuracy                           0.66      2500\n",
      "   macro avg       0.64      0.70      0.63      2500\n",
      "weighted avg       0.78      0.66      0.68      2500\n",
      "\n",
      "Accuracy real: 0.656\n",
      "\n",
      "Trained on Synthetic Data\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.77      0.71      0.74      1902\n",
      "           1       0.27      0.34      0.30       598\n",
      "\n",
      "    accuracy                           0.62      2500\n",
      "   macro avg       0.52      0.53      0.52      2500\n",
      "weighted avg       0.65      0.62      0.64      2500\n",
      "\n",
      "Accuracy synthetic: 0.6244\n",
      "\n",
      "Random Guessing\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.49      0.50      0.49      1231\n",
      "           1       0.50      0.49      0.50      1269\n",
      "\n",
      "    accuracy                           0.49      2500\n",
      "   macro avg       0.49      0.49      0.49      2500\n",
      "weighted avg       0.49      0.49      0.49      2500\n",
      "\n",
      "Accuracy guessing: 0.4936\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                age     workclass     education  education-num  \\\n",
      "count  12499.000000  12499.000000  12499.000000   12499.000000   \n",
      "mean      38.539643      3.855188     10.283703      10.084887   \n",
      "std       13.573750      1.458387      3.884515       2.564404   \n",
      "min       17.000000      0.000000      0.000000       1.000000   \n",
      "25%       28.000000      4.000000      9.000000       9.000000   \n",
      "50%       37.000000      4.000000     11.000000      10.000000   \n",
      "75%       47.000000      4.000000     12.000000      12.000000   \n",
      "max       90.000000      8.000000     15.000000      16.000000   \n",
      "\n",
      "       marital-status    occupation  relationship          race  \\\n",
      "count    12499.000000  12499.000000  12499.000000  12499.000000   \n",
      "mean         2.607169      6.579966      1.457877      3.663733   \n",
      "std          1.526142      4.242875      1.602840      0.846976   \n",
      "min          0.000000      0.000000      0.000000      0.000000   \n",
      "25%          2.000000      3.000000      0.000000      4.000000   \n",
      "50%          2.000000      7.000000      1.000000      4.000000   \n",
      "75%          4.000000     10.000000      3.000000      4.000000   \n",
      "max          6.000000     14.000000      5.000000      4.000000   \n",
      "\n",
      "       hours-per-week  native-country  earning-class  \n",
      "count    12499.000000    12499.000000   12499.000000  \n",
      "mean        40.397232       36.645652       0.241059  \n",
      "std         12.336279        7.961650       0.427743  \n",
      "min          1.000000        0.000000       0.000000  \n",
      "25%         40.000000       39.000000       0.000000  \n",
      "50%         40.000000       39.000000       0.000000  \n",
      "75%         45.000000       39.000000       0.000000  \n",
      "max         99.000000       41.000000       1.000000  \n",
      "                age     workclass     education  education-num  \\\n",
      "count  12499.000000  12499.000000  12499.000000   12499.000000   \n",
      "mean      39.064645      3.883991     10.634611       9.704456   \n",
      "std       21.302047      2.572797      4.572055       2.580102   \n",
      "min       17.000000      0.000000      0.000000       3.000000   \n",
      "25%       24.000000      2.000000      7.000000       7.000000   \n",
      "50%       29.000000      4.000000     12.000000      10.000000   \n",
      "75%       54.000000      6.000000     14.000000      11.000000   \n",
      "max       90.000000      8.000000     15.000000      15.000000   \n",
      "\n",
      "       marital-status    occupation  relationship          race  \\\n",
      "count    12499.000000  12499.000000  12499.000000  12499.000000   \n",
      "mean         2.726778      7.727498      2.568125      2.005520   \n",
      "std          1.789444      4.612057      1.695181      1.398071   \n",
      "min          0.000000      0.000000      0.000000      0.000000   \n",
      "25%          1.000000      3.000000      1.000000      1.000000   \n",
      "50%          3.000000      8.000000      3.000000      2.000000   \n",
      "75%          4.000000     13.000000      4.000000      3.000000   \n",
      "max          6.000000     14.000000      5.000000      4.000000   \n",
      "\n",
      "       hours-per-week  native-country  earning-class  \n",
      "count    12499.000000    12499.000000   12499.000000  \n",
      "mean        48.042163       21.425154       0.493960  \n",
      "std         29.566512       11.519146       0.499984  \n",
      "min          1.000000        2.000000       0.000000  \n",
      "25%         22.000000       11.000000       0.000000  \n",
      "50%         48.000000       21.000000       0.000000  \n",
      "75%         73.000000       31.000000       1.000000  \n",
      "max         99.000000       41.000000       1.000000  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(ComplementNB(), ComplementNB())"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.test_real_vs_synthetic_data(adult_cat_ord, synthetic_cat_ord, ComplementNB, tsne=True, box=True, describe=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
